jbnu

lo

Object Detection

lo Image Dataset

v3

2023-08-10 3:14pm

Generated on Aug 10, 2023

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 95%
14154Images
Valid Set 3%
450Images
Test Set 2%
223Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -10° and +10°
Shear: ±9° Horizontal, ±10° Vertical
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -7° and +7°
Bounding Box: Shear: ±6° Horizontal, ±7° Vertical
Bounding Box: Brightness: Between -7% and +7%
56a
Weeds
2249 images
pa
Weeds
2249 images
OB
Weeds
2249 images
a3
Weeds
205 images